Generative Ensemble Regression: Learning Particle Dynamics from Observations of Ensembles with Physics-informed Deep Generative Models.
Liu YangConstantinos DaskalakisGeorge E. KarniadakisPublished in: SIAM J. Sci. Comput. (2022)
Keyphrases
- generative model
- discriminative learning
- prior knowledge
- discriminative methods
- boltzmann machine
- discriminative models
- conditional random fields
- ensemble learning
- learning algorithm
- probabilistic model
- reinforcement learning
- deep learning
- ensemble methods
- hidden variables
- semi supervised
- feature selection
- model selection
- representational power
- training set
- learned models
- structured prediction
- base learners
- object categories
- latent variables
- learning tasks
- expectation maximization
- topic models
- machine learning algorithms
- semi supervised learning
- unsupervised learning
- em algorithm